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Parth Nagar
Parth Nagar
is a doctoral researcher at the Privacy-Preserving Machine Learning (PPML) Lab, Department of Mathematics and Computer Science, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam, working under Dr. M. S. Srinath. He completed his BSc and MSc in Mathematics with a specialisation in Computer Science from the same institution. He holds UGC-NET JRF (AIR 22) and was selected for the ACM Anveshan Setu research fellowship at IIT Hyderabad under Prof. Vineeth N. Balasubramanian. His research interests include privacy-preserving machine learning, fully homomorphic encryption, and federated learning for healthcare applications. For this chapter, he conceptualised the structure, conducted the literature survey across cryptographic and clinical sources, designed the architectural recommendations and healthcare case studies, developed the comparative benchmarks and evaluation framework, and prepared the complete manuscript including all figures and tables.
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